Pandas Profiling Report

Dataset statistics

Number of variables	72
Number of observations	2469
Missing cells	72
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.4 MiB
Average record size in memory	576.1 B

Variable types

BOOL	65
NUM	6
CAT	1

Warnings

`packages_running_com.android.launcher` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_android` is highly correlated with `packages_running_com.android.launcher` and 14 other fields	High correlation
`packages_running_com.android.nfc` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.android.noisefield` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.android.phone` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.android.providers.contacts` is highly correlated with `packages_running_com.android.providers.applications` and 1 other fields	High correlation
`packages_running_com.android.providers.applications` is highly correlated with `packages_running_com.android.providers.contacts` and 1 other fields	High correlation
`packages_running_com.android.providers.drm` is highly correlated with `packages_running_com.android.providers.downloads` and 1 other fields	High correlation
`packages_running_com.android.providers.downloads` is highly correlated with `packages_running_com.android.providers.drm` and 1 other fields	High correlation
`packages_running_com.android.providers.media` is highly correlated with `packages_running_com.android.providers.downloads` and 1 other fields	High correlation
`packages_running_com.android.providers.settings` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.android.providers.telephony` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.android.providers.userdictionary` is highly correlated with `packages_running_com.android.providers.applications` and 1 other fields	High correlation
`packages_running_com.android.stk` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.android.systemui` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.google.android.apps.genie.geniewidget` is highly correlated with `packages_running_ch.smalltech.battery.free`	High correlation
`packages_running_ch.smalltech.battery.free` is highly correlated with `packages_running_com.google.android.apps.genie.geniewidget`	High correlation
`packages_running_com.google.android.apps.maps` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.google.android.backup` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.google.android.gsf` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.google.android.inputmethod.latin` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.google.android.syncadapters.contacts` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.google.android.talk` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`packages_running_com.googlecode.android_scripting` is highly correlated with `packages_running_android` and 14 other fields	High correlation
`battery_level` has 1304 (52.8%) zeros	Zeros
`battery_plugged` has 2343 (94.9%) zeros	Zeros
`battery_status` has 1395 (56.5%) zeros	Zeros
`slot` has 58 (2.3%) zeros	Zeros

Reproduction

Analysis started	2020-12-05 15:39:16.151900
Analysis finished	2020-12-05 15:39:42.040590
Duration	25.89 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

battery_level
Real number (ℝ)

ZEROS

Distinct	41
Distinct (%)	1.7%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.1495137763
Minimum	-10
Maximum	30
Zeros	1304
Zeros (%)	52.8%
Memory size	19.3 KiB

Quantile statistics

Minimum	-10
5-th percentile	-3
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	30
Range	40
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	4.234982261
Coefficient of variation (CV)	28.32503041
Kurtosis	23.95285634
Mean	0.1495137763
Median Absolute Deviation (MAD)	0
Skewness	4.671900267
Sum	369
Variance	17.93507475
Monotocity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	1304	52.8%
-1	737	29.9%
-2	148	6.0%
-3	60	2.4%
-4	47	1.9%
-5	20	0.8%
11	10	0.4%
2	9	0.4%
1	8	0.3%
24	8	0.3%
Other values (31)	117	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-10	1	< 0.1%
-9	3	0.1%
-8	2	0.1%
-7	3	0.1%
-6	8	0.3%

Value	Count	Frequency (%)
30	1	< 0.1%
29	4	0.2%
28	4	0.2%
27	5	0.2%
26	4	0.2%

battery_plugged
Real number (ℝ_≥0)

ZEROS

Distinct	6
Distinct (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	0.05162749865
Minimum	0
Maximum	2
Zeros	2343
Zeros (%)	94.9%
Memory size	19.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.5
Maximum	2
Range	2
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.2342992213
Coefficient of variation (CV)	4.538264054
Kurtosis	25.72861943
Mean	0.05162749865
Median Absolute Deviation (MAD)	0
Skewness	4.885739024
Sum	127.4166667
Variance	0.05489612511
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	2343	94.9%
1	102	4.1%
0.5	12	0.5%
2	9	0.4%
0.6666666667	1	< 0.1%
0.75	1	< 0.1%
(Missing)	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2343	94.9%
0.5	12	0.5%
0.6666666667	1	< 0.1%
0.75	1	< 0.1%
1	102	4.1%

Value	Count	Frequency (%)
2	9	0.4%
1	102	4.1%
0.75	1	< 0.1%
0.6666666667	1	< 0.1%
0.5	12	0.5%

battery_status
Real number (ℝ_≥0)

ZEROS

Distinct	12
Distinct (%)	0.5%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	1.348933009
Minimum	0
Maximum	5
Zeros	1395
Zeros (%)	56.5%
Memory size	19.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	3
Maximum	5
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.581912649
Coefficient of variation (CV)	1.172714018
Kurtosis	-1.378563292
Mean	1.348933009
Median Absolute Deviation (MAD)	0
Skewness	0.4680512351
Sum	3329.166667
Variance	2.502447629
Monotocity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	1395	56.5%
3	932	37.7%
5	70	2.8%
2	41	1.7%
2.5	9	0.4%
4	6	0.2%
4.5	5	0.2%
2.333333333	3	0.1%
3.5	3	0.1%
3.666666667	2	0.1%
Other values (2)	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1395	56.5%
2	41	1.7%
2.333333333	3	0.1%
2.5	9	0.4%
2.666666667	1	< 0.1%

Value	Count	Frequency (%)
5	70	2.8%
4.666666667	1	< 0.1%
4.5	5	0.2%
4	6	0.2%
3.666666667	2	0.1%

day
Real number (ℝ_≥0)

Distinct	31
Distinct (%)	1.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	13.57536467
Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Memory size	19.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	5
median	13
Q3	21
95-th percentile	30
Maximum	31
Range	30
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	9.298695642
Coefficient of variation (CV)	0.6849683872
Kurtosis	-1.031987465
Mean	13.57536467
Median Absolute Deviation (MAD)	8
Skewness	0.4293305983
Sum	33504
Variance	86.46574065
Monotocity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
2	144	5.8%
1	135	5.5%
4	133	5.4%
14	124	5.0%
16	118	4.8%
3	116	4.7%
7	111	4.5%
13	111	4.5%
8	107	4.3%
29	104	4.2%
Other values (21)	1265	51.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	135	5.5%
2	144	5.8%
3	116	4.7%
4	133	5.4%
5	100	4.1%

Value	Count	Frequency (%)
31	64	2.6%
30	93	3.8%
29	104	4.2%
28	92	3.7%
27	52	2.1%

month
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	0.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	5.769854133
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	19.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	4.460122692
Coefficient of variation (CV)	0.7730044103
Kurtosis	-1.779658775
Mean	5.769854133
Median Absolute Deviation (MAD)	2
Skewness	0.1558427945
Sum	14240
Variance	19.89269443
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	683	27.7%
2	446	18.1%
9	433	17.5%
12	337	13.6%
10	257	10.4%
3	150	6.1%
11	136	5.5%
8	26	1.1%
(Missing)	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	683	27.7%
2	446	18.1%
3	150	6.1%
8	26	1.1%
9	433	17.5%

Value	Count	Frequency (%)
12	337	13.6%
11	136	5.5%
10	257	10.4%
9	433	17.5%
8	26	1.1%

packages_running_android
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_ch.smalltech.battery.free
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1723
0	745
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1723	69.8%
0	745	30.2%
(Missing)	1	< 0.1%

packages_running_com.android.bluetooth
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2440
1	28
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2440	98.8%
1	28	1.1%
(Missing)	1	< 0.1%

packages_running_com.android.calculator2
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2460
1	8
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2460	99.6%
1	8	0.3%
(Missing)	1	< 0.1%

packages_running_com.android.chrome
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2214
1	254
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2214	89.7%
1	254	10.3%
(Missing)	1	< 0.1%

packages_running_com.android.contacts
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1362
1	1106
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1362	55.2%
1	1106	44.8%
(Missing)	1	< 0.1%

packages_running_com.android.defcontainer
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1342
0	1126
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1342	54.4%
0	1126	45.6%
(Missing)	1	< 0.1%

packages_running_com.android.keychain
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2444
1	24
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2444	99.0%
1	24	1.0%
(Missing)	1	< 0.1%

packages_running_com.android.launcher
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.mms
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1253
1	1215
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1253	50.7%
1	1215	49.2%
(Missing)	1	< 0.1%

packages_running_com.android.musicfx
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2228
1	240
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2228	90.2%
1	240	9.7%
(Missing)	1	< 0.1%

packages_running_com.android.nfc
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.noisefield
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.packageinstaller
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2467
1	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2467	99.9%
1	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.phone
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.providers.applications
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2460
0	8
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2460	99.6%
0	8	0.3%
(Missing)	1	< 0.1%

packages_running_com.android.providers.calendar
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1846
0	622
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1846	74.8%
0	622	25.2%
(Missing)	1	< 0.1%

packages_running_com.android.providers.contacts
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2460
0	8
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2460	99.6%
0	8	0.3%
(Missing)	1	< 0.1%

packages_running_com.android.providers.downloads
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2458
0	10
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2458	99.6%
0	10	0.4%
(Missing)	1	< 0.1%

packages_running_com.android.providers.drm
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2458
0	10
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2458	99.6%
0	10	0.4%
(Missing)	1	< 0.1%

packages_running_com.android.providers.media
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2458
0	10
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2458	99.6%
0	10	0.4%
(Missing)	1	< 0.1%

packages_running_com.android.providers.settings
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.providers.telephony
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.providers.userdictionary
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2460
0	8
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2460	99.6%
0	8	0.3%
(Missing)	1	< 0.1%

packages_running_com.android.settings
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1934
1	534
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1934	78.3%
1	534	21.6%
(Missing)	1	< 0.1%

packages_running_com.android.stk
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.systemui
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.android.vending
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1683
0	785
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1683	68.2%
0	785	31.8%
(Missing)	1	< 0.1%

packages_running_com.google.android.apps.books
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2421
0	47
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2421	98.1%
0	47	1.9%
(Missing)	1	< 0.1%

packages_running_com.google.android.apps.genie.geniewidget
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1684
0	784
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1684	68.2%
0	784	31.8%
(Missing)	1	< 0.1%

packages_running_com.google.android.apps.maps
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.google.android.apps.plus
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1662
0	806
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1662	67.3%
0	806	32.6%
(Missing)	1	< 0.1%

packages_running_com.google.android.apps.uploader
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1533
0	935
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1533	62.1%
0	935	37.9%
(Missing)	1	< 0.1%

packages_running_com.google.android.backup
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.google.android.browser
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1363
0	1105
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1363	55.2%
0	1105	44.8%
(Missing)	1	< 0.1%

packages_running_com.google.android.calendar
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1807
0	661
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1807	73.2%
0	661	26.8%
(Missing)	1	< 0.1%

packages_running_com.google.android.deskclock
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1380
1	1088
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1380	55.9%
1	1088	44.1%
(Missing)	1	< 0.1%

packages_running_com.google.android.email
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2461
0	7
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2461	99.7%
0	7	0.3%
(Missing)	1	< 0.1%

packages_running_com.google.android.exchange
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1807
1	661
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1807	73.2%
1	661	26.8%
(Missing)	1	< 0.1%

packages_running_com.google.android.gallery3d
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1789
0	679
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1789	72.5%
0	679	27.5%
(Missing)	1	< 0.1%

packages_running_com.google.android.gm
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2407
1	61
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2407	97.5%
1	61	2.5%
(Missing)	1	< 0.1%

packages_running_com.google.android.gms
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2345
1	123
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2345	95.0%
1	123	5.0%
(Missing)	1	< 0.1%

packages_running_com.google.android.googlequicksearchbox
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1684
1	784
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1684	68.2%
1	784	31.8%
(Missing)	1	< 0.1%

packages_running_com.google.android.gsf
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.google.android.gsf.login
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2418
0	50
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2418	97.9%
0	50	2.0%
(Missing)	1	< 0.1%

packages_running_com.google.android.inputmethod.latin
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.google.android.inputmethod.latin.dictionarypack
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1845
0	623
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1845	74.7%
0	623	25.2%
(Missing)	1	< 0.1%

packages_running_com.google.android.location
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2290
0	178
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2290	92.8%
0	178	7.2%
(Missing)	1	< 0.1%

packages_running_com.google.android.music
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1973
1	495
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1973	79.9%
1	495	20.0%
(Missing)	1	< 0.1%

packages_running_com.google.android.onetimeinitializer
Boolean

Distinct	1
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2468
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2468	> 99.9%
(Missing)	1	< 0.1%

packages_running_com.google.android.partnersetup
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2008
1	460
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2008	81.3%
1	460	18.6%
(Missing)	1	< 0.1%

packages_running_com.google.android.setupwizard
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2394
1	74
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2394	97.0%
1	74	3.0%
(Missing)	1	< 0.1%

packages_running_com.google.android.syncadapters.contacts
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.google.android.talk
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.google.android.videos
Boolean

Distinct	1
Distinct (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2468
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2468	> 99.9%
(Missing)	1	< 0.1%

packages_running_com.google.android.youtube
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1310
0	1158
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1310	53.1%
0	1158	46.9%
(Missing)	1	< 0.1%

packages_running_com.googlecode.android_scripting
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2467
0	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2467	99.9%
0	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_com.googlecode.pythonforandroid
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1390
1	1078
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1390	56.3%
1	1078	43.7%
(Missing)	1	< 0.1%

packages_running_com.halfbrick.fruitninjafree
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2423
1	45
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2423	98.1%
1	45	1.8%
(Missing)	1	< 0.1%

packages_running_com.rovio.angrybirdsspace.ads
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2402
1	66
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2402	97.3%
1	66	2.7%
(Missing)	1	< 0.1%

packages_running_com.tf.thinkdroid.sg
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	1302
1	1166
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	1302	52.7%
1	1166	47.2%
(Missing)	1	< 0.1%

packages_running_de.kicktipp.mbookmark
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	1373
0	1095
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	1373	55.6%
0	1095	44.3%
(Missing)	1	< 0.1%

packages_running_edu.udo.cs.ess.mobidac.target
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

1	2463
0	5
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
1	2463	99.8%
0	5	0.2%
(Missing)	1	< 0.1%

packages_running_org.openintents.filemanager
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2467
1	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2467	99.9%
1	1	< 0.1%
(Missing)	1	< 0.1%

packages_running_stream.android
Boolean

Distinct	2
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

0	2467
1	1
(Missing)	1

Common Values
Chart

Value	Count	Frequency (%)
0	2467	99.9%
1	1	< 0.1%
(Missing)	1	< 0.1%

slot
Real number (ℝ_≥0)

ZEROS

Distinct	48
Distinct (%)	1.9%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	23.72568882
Minimum	0
Maximum	47
Zeros	58
Zeros (%)	2.3%
Memory size	19.3 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	12
median	24
Q3	36
95-th percentile	45
Maximum	47
Range	47
Interquartile range (IQR)	24

Descriptive statistics

Standard deviation	13.90350222
Coefficient of variation (CV)	0.5860104768
Kurtosis	-1.18391074
Mean	23.72568882
Median Absolute Deviation (MAD)	12
Skewness	-0.05077115563
Sum	58555
Variance	193.3073739
Monotocity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
3	62	2.5%
23	61	2.5%
31	61	2.5%
27	60	2.4%
1	60	2.4%
0	58	2.3%
21	57	2.3%
26	57	2.3%
39	56	2.3%
32	56	2.3%
Other values (38)	1880	76.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	58	2.3%
1	60	2.4%
2	41	1.7%
3	62	2.5%
4	56	2.3%

Value	Count	Frequency (%)
47	55	2.2%
46	51	2.1%
45	47	1.9%
44	56	2.3%
43	56	2.3%

year
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	19.3 KiB

2013	1278
2012	1189
1970	1

Frequencies
Length

Value	Count	Frequency (%)
2013	1278	51.8%
2012	1189	48.2%
1970	1	< 0.1%
(Missing)	1	< 0.1%

Frequencies of value counts

Unique

Unique	1 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.998784933
Min length	3

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	battery_level	battery_plugged	battery_status	day	month	packages_running_android	packages_running_com.android.chrome	packages_running_com.android.launcher	packages_running_com.android.nfc	packages_running_com.android.noisefield	packages_running_com.android.phone	packages_running_com.android.providers.applications	packages_running_com.android.providers.calendar	packages_running_com.android.providers.contacts	packages_running_com.android.providers.downloads	packages_running_com.android.providers.drm	packages_running_com.android.providers.media	packages_running_com.android.providers.settings	packages_running_com.android.providers.telephony	packages_running_com.android.providers.userdictionary	packages_running_com.android.stk	packages_running_com.android.systemui	packages_running_com.android.vending	packages_running_com.google.android.apps.maps	packages_running_com.google.android.apps.plus	packages_running_com.google.android.apps.uploader	packages_running_com.google.android.backup	packages_running_com.google.android.calendar	packages_running_com.google.android.deskclock	packages_running_com.google.android.email	packages_running_com.google.android.exchange	packages_running_com.google.android.gallery3d	packages_running_com.google.android.gsf	packages_running_com.google.android.gsf.login	packages_running_com.google.android.inputmethod.latin	packages_running_com.google.android.location	packages_running_com.google.android.music	packages_running_com.google.android.syncadapters.contacts	packages_running_com.google.android.talk	packages_running_com.google.android.youtube	packages_running_com.googlecode.android_scripting	packages_running_com.googlecode.pythonforandroid	packages_running_edu.udo.cs.ess.mobidac.target	slot	year
0	25.0	1.0	2.0	31.0	8.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	3.0	2012.0
1	3.0	0.0	0.0	31.0	8.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	4.0	2012.0
2	1.0	1.0	4.5	31.0	8.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	8.0	2012.0
3	0.0	1.0	5.0	31.0	8.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	12.0	2012.0
4	0.0	0.5	4.0	31.0	8.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	16.0	2012.0
5	0.0	0.0	0.0	31.0	8.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	17.0	2012.0
6	-2.0	0.0	0.0	31.0	8.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	18.0	2012.0
7	-3.0	0.0	3.0	31.0	8.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	19.0	2012.0
8	-3.0	0.0	0.0	31.0	8.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	21.0	2012.0
9	-3.0	0.0	0.0	31.0	8.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	22.0	2012.0

Last rows

	battery_level	battery_status	day	month	packages_running_android	packages_running_ch.smalltech.battery.free	packages_running_com.android.launcher	packages_running_com.android.mms	packages_running_com.android.nfc	packages_running_com.android.noisefield	packages_running_com.android.phone	packages_running_com.android.providers.applications	packages_running_com.android.providers.contacts	packages_running_com.android.providers.downloads	packages_running_com.android.providers.drm	packages_running_com.android.providers.media	packages_running_com.android.providers.settings	packages_running_com.android.providers.telephony	packages_running_com.android.providers.userdictionary	packages_running_com.android.stk	packages_running_com.android.systemui	packages_running_com.android.vending	packages_running_com.google.android.apps.books	packages_running_com.google.android.apps.genie.geniewidget	packages_running_com.google.android.apps.maps	packages_running_com.google.android.apps.plus	packages_running_com.google.android.apps.uploader	packages_running_com.google.android.backup	packages_running_com.google.android.email	packages_running_com.google.android.gallery3d	packages_running_com.google.android.gms	packages_running_com.google.android.gsf	packages_running_com.google.android.gsf.login	packages_running_com.google.android.inputmethod.latin	packages_running_com.google.android.syncadapters.contacts	packages_running_com.google.android.talk	packages_running_com.google.android.youtube	packages_running_com.googlecode.android_scripting	packages_running_com.tf.thinkdroid.sg	packages_running_de.kicktipp.mbookmark	packages_running_edu.udo.cs.ess.mobidac.target	slot	year
2459	-1.0	0.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	26.0	2013.0
2460	-1.0	0.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	27.0	2013.0
2461	0.0	3.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	28.0	2013.0
2462	0.0	0.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	29.0	2013.0
2463	0.0	0.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	30.0	2013.0
2464	0.0	0.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	31.0	2013.0
2465	-1.0	3.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	32.0	2013.0
2466	-1.0	3.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	36.0	2013.0
2467	0.0	0.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	38.0	2013.0
2468	0.0	0.0	7.0	3.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	0.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	39.0	2013.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows